KataGo Distributed Training and new networks

For discussing go computing, software announcements, etc.
And
Gosei
Posts: 1464
Joined: Tue Sep 25, 2018 10:28 am
GD Posts: 0
Has thanked: 212 times
Been thanked: 215 times

Re: KataGo Distributed Training and new networks

Post by And »

KataGo 18b, playouts 100 - CS Zero 9d H4

Attachments
KataGo - CS Zero.sgf
(1.7 KiB) Downloaded 1567 times
And
Gosei
Posts: 1464
Joined: Tue Sep 25, 2018 10:28 am
GD Posts: 0
Has thanked: 212 times
Been thanked: 215 times

Re: KataGo Distributed Training and new networks

Post by And »

KataGo 18b, playouts 100 - CS Zero 9d H5
after 347 moves CS Zero: winrate 64.3, B+32

Attachments
KataGo - CS Zero.sgf
(2.32 KiB) Downloaded 1556 times
PC_Screen
Beginner
Posts: 17
Joined: Sat Sep 10, 2022 6:03 am
GD Posts: 0
Has thanked: 1 time
Been thanked: 10 times

Re: KataGo Distributed Training and new networks

Post by PC_Screen »

New KataGo 18b out, supposed to as strong as 60b at equal visits while also being faster than 40b, which means it should be stronger than both in an actual game.

https://cdn.discordapp.com/attachments/ ... 21b.bin.gz

Also test game: KataGo 1.11 18b (W) vs KataGo 1.3.5 40b (B) with 2H and 0.5 Komi, Japanese Rules. The time setting is 10s/move for both which gave them around 1-2k visits per move on average.



The new 18b KataGo managed a convincing win against a 2 year old KataGo despite the 2 handicap stones.
Attachments
KataGo 135 40B vs Katago 111 18B - 2H - W + R.sgf
(375.97 KiB) Downloaded 1579 times
And
Gosei
Posts: 1464
Joined: Tue Sep 25, 2018 10:28 am
GD Posts: 0
Has thanked: 212 times
Been thanked: 215 times

Re: KataGo Distributed Training and new networks

Post by And »

"UEC finished this weekend...KataGo placed 2nd in the final (and first in the preliminaries)." https://discord.com/channels/4170221623 ... 4930181303
And
Gosei
Posts: 1464
Joined: Tue Sep 25, 2018 10:28 am
GD Posts: 0
Has thanked: 212 times
Been thanked: 215 times

Re: KataGo Distributed Training and new networks

Post by And »

KataGo (18b-uec, playouts 1) - CS Zero 9d

Attachments
KataGo - CS Zero.sgf
(1016 Bytes) Downloaded 1559 times
And
Gosei
Posts: 1464
Joined: Tue Sep 25, 2018 10:28 am
GD Posts: 0
Has thanked: 212 times
Been thanked: 215 times

Re: KataGo Distributed Training and new networks

Post by And »

100 games 19x19 KataGo 18b-uec (playouts 1) - 60b-s665 (playouts 1):
18b (B) - 60b (W) 21:29
18b (W) - 60b (B) 26:24
And
Gosei
Posts: 1464
Joined: Tue Sep 25, 2018 10:28 am
GD Posts: 0
Has thanked: 212 times
Been thanked: 215 times

Re: KataGo Distributed Training and new networks

Post by And »

100 games 19x19 KataGo 18b-uec (playouts 2) - 60b-s665 (playouts 1):
18b (B) - 60b (W) 32:18
18b (W) - 60b (B) 35:15
And
Gosei
Posts: 1464
Joined: Tue Sep 25, 2018 10:28 am
GD Posts: 0
Has thanked: 212 times
Been thanked: 215 times

Re: KataGo Distributed Training and new networks

Post by And »

10 games KataGo 18b-uec (playouts 10) - 60b-s665 (playouts 5):
18b (W) - 60b (B) 8:2

Attachments
18b - 60b.sgf
(1.5 KiB) Downloaded 1514 times
And
Gosei
Posts: 1464
Joined: Tue Sep 25, 2018 10:28 am
GD Posts: 0
Has thanked: 212 times
Been thanked: 215 times

Re: KataGo Distributed Training and new networks

Post by And »

10 games KataGo 18b-uec (playouts 10) - 60b-s665 (playouts 5):
18b (B) - 60b (W) 9:1

Attachments
18b - 60b.sgf
(1023 Bytes) Downloaded 1496 times
And
Gosei
Posts: 1464
Joined: Tue Sep 25, 2018 10:28 am
GD Posts: 0
Has thanked: 212 times
Been thanked: 215 times

Re: KataGo Distributed Training and new networks

Post by And »

in the position from here viewtopic.php?p=244851#p244851, I turned on the analysis mode, the network 18b-uec. the move h1 was immediately highlighted. after ~200 visits, katago showed white winning, but then decided that there no winning and the winrate continued to fall :o
EDIT after 10K visits - 39.4
Click Here To Show Diagram Code
[go]$$Wc White to play
$$ ---------------------------------------
$$ | . . . . . . . . . . . . . . . . . . . |
$$ | . . . . . . O . . X . . . . . . . . . |
$$ | . X O O . . . X X O X X X . X X X . . |
$$ | . . X , O . O X O O . O . . . O X O . |
$$ | . X . X X X O O X O . . . . . . . . . |
$$ | . . O . . . O . X O . . X . . . O . . |
$$ | . . . . . O . . X . O O X . . O . . . |
$$ | . . X . . . O X X X O X X . X O . . . |
$$ | . . . . . . O O X O O X . O . X O . . |
$$ | . . . , . . O O O X X O . . . X O . . |
$$ | . . . . . . X O O X . O . . . X . . . |
$$ | . . O . . X . X X X O . . . . . X . . |
$$ | . . . . . X O . . X . . . . . . . . . |
$$ | . . . X . X O O O X . . . . . . . . . |
$$ | . . X O X X X O X O . O . . . . O . . |
$$ | . . O O O . X O X O . . . O . O . O . |
$$ | . . . O . O O X X O . . X X X X O X . |
$$ | . . . . . . X . . . . . . . . . X . . |
$$ | . . . . . . . . . . . . . . . . . . . |
$$ ---------------------------------------[/go]
PC_Screen
Beginner
Posts: 17
Joined: Sat Sep 10, 2022 6:03 am
GD Posts: 0
Has thanked: 1 time
Been thanked: 10 times

Re: KataGo Distributed Training and new networks

Post by PC_Screen »

Result of a 100 games match between the latest 18b vs the strongest 40b (S1184), 1s/move (averaging 200-500 visits/move), Chinese Rules and komi is set to 7.0 which allows for draws. A draw is counted as +0.5 points for both players:
18b vs 40b:

65 : 35

From 18b's perspective:
Wins: 58
Draws: 14
Losses: 28

Elo Difference: +126.51 ± 73.59
Attachments
KataGo 18B vs 40B S1184 Games 71 - 100.rar
(1.4 MiB) Downloaded 618 times
KataGo 18B vs 40B S1184 Games 36 - 70.rar
(1.64 MiB) Downloaded 618 times
KataGo 18B vs 40B S1184 Games 1 - 35.rar
(1.86 MiB) Downloaded 590 times
And
Gosei
Posts: 1464
Joined: Tue Sep 25, 2018 10:28 am
GD Posts: 0
Has thanked: 212 times
Been thanked: 215 times

Re: KataGo Distributed Training and new networks

Post by And »

10 games KataGo 18b-uec (playouts 20) - 60b-s665 (playouts 10):
18b (B) - 60b (W) 9:1

Attachments
18b - 60b.sgf
(1.51 KiB) Downloaded 1471 times
And
Gosei
Posts: 1464
Joined: Tue Sep 25, 2018 10:28 am
GD Posts: 0
Has thanked: 212 times
Been thanked: 215 times

Re: KataGo Distributed Training and new networks

Post by And »

10 games KataGo 18b-uec (playouts 20) - 60b-s665 (playouts 10):
18b (W) - 60b (B) 10:0

Attachments
18b - 60b.sgf
(1.31 KiB) Downloaded 1452 times
PC_Screen
Beginner
Posts: 17
Joined: Sat Sep 10, 2022 6:03 am
GD Posts: 0
Has thanked: 1 time
Been thanked: 10 times

Re: KataGo Distributed Training and new networks

Post by PC_Screen »

Thorough test done by @Medwin on the Go AI Discord, using 400 visits/move with a total of 2800 games played.
image.png
image.png (350.38 KiB) Viewed 23534 times
As expected, the new b18-uec is slightly stronger than 60b at equal visits (much stronger with equal time) and is expected to grow even stronger as its training run progresses. When KataGo 1.12 releases 18b is expected to replace 60b as the main network for training games.
PC_Screen
Beginner
Posts: 17
Joined: Sat Sep 10, 2022 6:03 am
GD Posts: 0
Has thanked: 1 time
Been thanked: 10 times

Re: KataGo Distributed Training and new networks

Post by PC_Screen »

Result of a 100 games match between the latest 18b vs the strongest 20b, 400 visits/move, Chinese Rules and komi is set to 7.0 which allows for draws. A draw is counted as +0.5 points for both players:
18b vs 20b:

92.5 : 7.5

From 18b's perspective:
Wins: 92
Draws: 1
Losses: 7

Elo Difference: +447.48 ± 132.32

Also did the same against Leela Zero, 1s/move, Tromp-Taylor Rules, 7.5 Komi, and the result was:

18b vs LZ 40B:

100:0

Elo can't be calculated from this since 18b didn't lose any games. Most estimates put Leela ~800 elo or so behind KataGo

Example Games:

18b vs 20b



18b vs LZ 40b:

Attachments
100_black(Leela Zero)_vs_white(Katago 18B Test)_white(Katago 18B Test)Win_20221206181001.sgf
(119.64 KiB) Downloaded 1191 times
100_black(KataGo 20B)_vs_white(Katago 18B Test)_white(Katago 18B Test)Win_20221205225742.sgf
(167.26 KiB) Downloaded 1182 times
Post Reply